Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 213 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 53.8 KiB |
| Average record size in memory | 258.9 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 16 |
Country has a high cardinality: 213 distinct values | High cardinality |
Total Cases is highly correlated with New Cases and 6 other fields | High correlation |
New Cases is highly correlated with Total Cases and 6 other fields | High correlation |
Total Deaths is highly correlated with Total Cases and 6 other fields | High correlation |
New Deaths is highly correlated with Total Cases and 6 other fields | High correlation |
Total Recovered is highly correlated with Total Cases and 6 other fields | High correlation |
New Recovered is highly correlated with Total Cases and 6 other fields | High correlation |
Active Cases is highly correlated with Total Cases and 6 other fields | High correlation |
Serious/Critical is highly correlated with Total Cases and 6 other fields | High correlation |
Country is uniformly distributed | Uniform |
Country has unique values | Unique |
Reproduction
| Analysis started | 2021-04-27 00:27:57.992552 |
|---|---|
| Analysis finished | 2021-04-27 00:28:27.014834 |
| Duration | 29.02 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 213 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.8 KiB |
| Honduras | 1 |
|---|---|
| Bolivia | 1 |
| Réunion | 1 |
| Monaco | 1 |
| Total: | 1 |
| Other values (208) |
Length
| Max length | 22 |
|---|---|
| Median length | 7 |
| Mean length | 8.399061033 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1789 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 213 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | World |
|---|---|
| 2nd row | USA |
| 3rd row | India |
| 4th row | Brazil |
| 5th row | France |
| Value | Count | Frequency (%) |
| Honduras | 1 | 0.5% |
| Bolivia | 1 | 0.5% |
| Réunion | 1 | 0.5% |
| Monaco | 1 | 0.5% |
| Total: | 1 | 0.5% |
| CAR | 1 | 0.5% |
| French Guiana | 1 | 0.5% |
| Turkey | 1 | 0.5% |
| Suriname | 1 | 0.5% |
| Togo | 1 | 0.5% |
| Other values (203) | 203 |
| Value | Count | Frequency (%) |
| and | 6 | 2.2% |
| islands | 6 | 2.2% |
| guinea | 3 | 1.1% |
| saint | 3 | 1.1% |
| new | 3 | 1.1% |
| sudan | 2 | 0.7% |
| french | 2 | 0.7% |
| south | 2 | 0.7% |
| netherlands | 2 | 0.7% |
| st | 2 | 0.7% |
| Other values (237) | 237 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 279 | |
| n | 149 | 8.3% |
| i | 148 | 8.3% |
| e | 119 | 6.7% |
| r | 102 | 5.7% |
| o | 95 | 5.3% |
| l | 69 | 3.9% |
| u | 66 | 3.7% |
| t | 65 | 3.6% |
| s | 61 | 3.4% |
| Other values (47) | 636 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1455 | |
| Uppercase Letter | 272 | 15.2% |
| Space Separator | 56 | 3.1% |
| Other Punctuation | 4 | 0.2% |
| Dash Punctuation | 2 | 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 279 | |
| n | 149 | |
| i | 148 | |
| e | 119 | 8.2% |
| r | 102 | 7.0% |
| o | 95 | 6.5% |
| l | 69 | 4.7% |
| u | 66 | 4.5% |
| t | 65 | 4.5% |
| s | 61 | 4.2% |
| Other values (18) | 302 |
| Value | Count | Frequency (%) |
| S | 33 | |
| M | 25 | 9.2% |
| C | 24 | 8.8% |
| B | 22 | 8.1% |
| A | 18 | 6.6% |
| G | 17 | 6.2% |
| I | 16 | 5.9% |
| L | 13 | 4.8% |
| T | 12 | 4.4% |
| P | 12 | 4.4% |
| Other values (15) | 80 |
| Value | Count | Frequency (%) |
| . | 3 | |
| : | 1 | 25.0% |
| Value | Count | Frequency (%) |
| 56 |
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1727 | |
| Common | 62 | 3.5% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 279 | |
| n | 149 | 8.6% |
| i | 148 | 8.6% |
| e | 119 | 6.9% |
| r | 102 | 5.9% |
| o | 95 | 5.5% |
| l | 69 | 4.0% |
| u | 66 | 3.8% |
| t | 65 | 3.8% |
| s | 61 | 3.5% |
| Other values (43) | 574 |
| Value | Count | Frequency (%) |
| 56 | ||
| . | 3 | 4.8% |
| - | 2 | 3.2% |
| : | 1 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1787 | |
| None | 2 | 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 279 | |
| n | 149 | 8.3% |
| i | 148 | 8.3% |
| e | 119 | 6.7% |
| r | 102 | 5.7% |
| o | 95 | 5.3% |
| l | 69 | 3.9% |
| u | 66 | 3.7% |
| t | 65 | 3.6% |
| s | 61 | 3.4% |
| Other values (45) | 634 |
| Value | Count | Frequency (%) |
| é | 1 | |
| ç | 1 |
| Distinct | 212 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2081168.174 |
|---|---|
| Minimum | 3 |
| Maximum | 147797848 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 167.4 |
| Q1 | 6224 |
| median | 47776 |
| Q3 | 306400 |
| 95-th percentile | 3371708.2 |
| Maximum | 147797848 |
| Range | 147797845 |
| Interquartile range (IQR) | 300176 |
Descriptive statistics
| Standard deviation | 14496231.89 |
|---|---|
| Coefficient of variation (CV) | 6.965430318 |
| Kurtosis | 96.14770919 |
| Mean | 2081168.174 |
| Median Absolute Deviation (MAD) | 47553 |
| Skewness | 9.724600902 |
| Sum | 443288821 |
| Variance | 2.101407391 × 1014 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 147797848 | 2 | 0.9% |
| 1022 | 1 | 0.5% |
| 4283 | 1 | 0.5% |
| 41655 | 1 | 0.5% |
| 175286 | 1 | 0.5% |
| 6835 | 1 | 0.5% |
| 313006 | 1 | 0.5% |
| 194733 | 1 | 0.5% |
| 10 | 1 | 0.5% |
| 397500 | 1 | 0.5% |
| Other values (202) | 202 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 20 | 1 | |
| 25 | 1 | |
| 27 | 1 | |
| 49 | 1 | |
| 63 | 1 | |
| 72 | 1 | |
| 91 | 1 | |
| 124 | 1 |
| Value | Count | Frequency (%) |
| 147797848 | 2 | |
| 32826182 | 1 | |
| 17306300 | 1 | |
| 14340787 | 1 | |
| 5498044 | 1 | |
| 4762569 | 1 | |
| 4629969 | 1 | |
| 4404882 | 1 | |
| 3962670 | 1 | |
| 3481969 | 1 |
| Distinct | 141 |
|---|---|
| Distinct (%) | 66.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10484.67136 |
|---|---|
| Minimum | -1 |
| Maximum | 744434 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 105 |
| Q3 | 1254 |
| 95-th percentile | 12470 |
| Maximum | 744434 |
| Range | 744435 |
| Interquartile range (IQR) | 1255 |
Descriptive statistics
| Standard deviation | 75784.20227 |
|---|---|
| Coefficient of variation (CV) | 7.228095155 |
| Kurtosis | 84.39469934 |
| Mean | 10484.67136 |
| Median Absolute Deviation (MAD) | 106 |
| Skewness | 9.09489954 |
| Sum | 2233235 |
| Variance | 5743245313 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 54 | 25.4% |
| 32 | 4 | 1.9% |
| 18 | 3 | 1.4% |
| 3 | 3 | 1.4% |
| 4 | 3 | 1.4% |
| 744434 | 2 | 0.9% |
| 8 | 2 | 0.9% |
| 67 | 2 | 0.9% |
| 78 | 2 | 0.9% |
| 5 | 2 | 0.9% |
| Other values (131) | 136 |
| Value | Count | Frequency (%) |
| -1 | 54 | |
| 1 | 1 | 0.5% |
| 2 | 2 | 0.9% |
| 3 | 3 | 1.4% |
| 4 | 3 | 1.4% |
| 5 | 2 | 0.9% |
| 6 | 1 | 0.5% |
| 8 | 2 | 0.9% |
| 10 | 1 | 0.5% |
| 14 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 744434 | 2 | |
| 354531 | 1 | |
| 42097 | 1 | |
| 38553 | 1 | |
| 32572 | 1 | |
| 24465 | 1 | |
| 19165 | 1 | |
| 17190 | 1 | |
| 15012 | 1 | |
| 13154 | 1 |
| Distinct | 186 |
|---|---|
| Distinct (%) | 87.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43957.57277 |
|---|---|
| Minimum | -1 |
| Maximum | 3122572 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 89 |
| median | 736 |
| Q3 | 6209 |
| 95-th percentile | 79508.2 |
| Maximum | 3122572 |
| Range | 3122573 |
| Interquartile range (IQR) | 6120 |
Descriptive statistics
| Standard deviation | 305404.4076 |
|---|---|
| Coefficient of variation (CV) | 6.947708628 |
| Kurtosis | 97.22329635 |
| Mean | 43957.57277 |
| Median Absolute Deviation (MAD) | 735 |
| Skewness | 9.788105531 |
| Sum | 9362963 |
| Variance | 9.327185218 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 10 | 4.7% |
| 1 | 6 | 2.8% |
| 26 | 2 | 0.9% |
| 29 | 2 | 0.9% |
| 141 | 2 | 0.9% |
| 98 | 2 | 0.9% |
| 10 | 2 | 0.9% |
| 35 | 2 | 0.9% |
| 85 | 2 | 0.9% |
| 2 | 2 | 0.9% |
| Other values (176) | 181 |
| Value | Count | Frequency (%) |
| -1 | 10 | |
| 1 | 6 | |
| 2 | 2 | 0.9% |
| 3 | 2 | 0.9% |
| 5 | 1 | 0.5% |
| 6 | 1 | 0.5% |
| 10 | 2 | 0.9% |
| 12 | 2 | 0.9% |
| 15 | 1 | 0.5% |
| 16 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 3122572 | 2 | |
| 586157 | 1 | |
| 390925 | 1 | |
| 214853 | 1 | |
| 195116 | 1 | |
| 127428 | 1 | |
| 119238 | 1 | |
| 108232 | 1 | |
| 102858 | 1 | |
| 82237 | 1 |
| Distinct | 63 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.4647887 |
|---|---|
| Minimum | -1 |
| Maximum | 10005 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 1 |
| Q3 | 18 |
| 95-th percentile | 247.8 |
| Maximum | 10005 |
| Range | 10006 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 987.8870557 |
|---|---|
| Coefficient of variation (CV) | 7.032987161 |
| Kurtosis | 93.71018907 |
| Mean | 140.4647887 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 9.581743629 |
| Sum | 29919 |
| Variance | 975920.8348 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 96 | |
| 1 | 13 | 6.1% |
| 4 | 8 | 3.8% |
| 2 | 8 | 3.8% |
| 5 | 6 | 2.8% |
| 10 | 5 | 2.3% |
| 11 | 4 | 1.9% |
| 6 | 4 | 1.9% |
| 3 | 4 | 1.9% |
| 19 | 3 | 1.4% |
| Other values (53) | 62 |
| Value | Count | Frequency (%) |
| -1 | 96 | |
| 1 | 13 | 6.1% |
| 2 | 8 | 3.8% |
| 3 | 4 | 1.9% |
| 4 | 8 | 3.8% |
| 5 | 6 | 2.8% |
| 6 | 4 | 1.9% |
| 7 | 1 | 0.5% |
| 9 | 2 | 0.9% |
| 10 | 5 | 2.3% |
| Value | Count | Frequency (%) |
| 10005 | 2 | |
| 2806 | 1 | |
| 1316 | 1 | |
| 465 | 1 | |
| 454 | 1 | |
| 349 | 1 | |
| 347 | 1 | |
| 332 | 1 | |
| 284 | 1 | |
| 273 | 1 |
| Distinct | 211 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1770833.634 |
|---|---|
| Minimum | 2 |
| Maximum | 125762412 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 63.8 |
| Q1 | 4389 |
| median | 41338 |
| Q3 | 277573 |
| 95-th percentile | 3007394 |
| Maximum | 125762412 |
| Range | 125762410 |
| Interquartile range (IQR) | 273184 |
Descriptive statistics
| Standard deviation | 12311357.24 |
|---|---|
| Coefficient of variation (CV) | 6.952294673 |
| Kurtosis | 96.87742669 |
| Mean | 1770833.634 |
| Median Absolute Deviation (MAD) | 41276 |
| Skewness | 9.768592517 |
| Sum | 377187564 |
| Variance | 1.515695171 × 1014 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 125762412 | 2 | 0.9% |
| 183 | 2 | 0.9% |
| 219647 | 1 | 0.5% |
| 19074 | 1 | 0.5% |
| 222358 | 1 | 0.5% |
| 39061 | 1 | 0.5% |
| 689812 | 1 | 0.5% |
| 8208 | 1 | 0.5% |
| 657452 | 1 | 0.5% |
| 661 | 1 | 0.5% |
| Other values (201) | 201 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 8 | 1 | |
| 15 | 1 | |
| 18 | 1 | |
| 24 | 1 | |
| 29 | 1 | |
| 44 | 1 | |
| 48 | 1 | |
| 49 | 1 | |
| 58 | 1 |
| Value | Count | Frequency (%) |
| 125762412 | 2 | |
| 25381871 | 1 | |
| 14296640 | 1 | |
| 12809169 | 1 | |
| 4388008 | 1 | |
| 4363243 | 1 | |
| 4193828 | 1 | |
| 4073644 | 1 | |
| 3382224 | 1 | |
| 3177635 | 1 |
| Distinct | 125 |
|---|---|
| Distinct (%) | 58.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9747.699531 |
|---|---|
| Minimum | -1 |
| Maximum | 692115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 64 |
| Q3 | 1133 |
| 95-th percentile | 14286 |
| Maximum | 692115 |
| Range | 692116 |
| Interquartile range (IQR) | 1134 |
Descriptive statistics
| Standard deviation | 68552.43311 |
|---|---|
| Coefficient of variation (CV) | 7.03267811 |
| Kurtosis | 92.64884973 |
| Mean | 9747.699531 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | 9.527274462 |
| Sum | 2076260 |
| Variance | 4699436086 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 75 | |
| 26 | 3 | 1.4% |
| 557 | 3 | 1.4% |
| 7540 | 2 | 0.9% |
| 692115 | 2 | 0.9% |
| 75 | 2 | 0.9% |
| 9 | 2 | 0.9% |
| 33 | 2 | 0.9% |
| 3 | 2 | 0.9% |
| 5 | 2 | 0.9% |
| Other values (115) | 118 |
| Value | Count | Frequency (%) |
| -1 | 75 | |
| 3 | 2 | 0.9% |
| 5 | 2 | 0.9% |
| 8 | 2 | 0.9% |
| 9 | 2 | 0.9% |
| 10 | 1 | 0.5% |
| 11 | 1 | 0.5% |
| 14 | 1 | 0.5% |
| 15 | 1 | 0.5% |
| 17 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 692115 | 2 | |
| 218559 | 1 | |
| 51236 | 1 | |
| 42397 | 1 | |
| 41652 | 1 | |
| 40878 | 1 | |
| 21890 | 1 | |
| 20463 | 1 | |
| 16753 | 1 | |
| 14547 | 1 |
| Distinct | 200 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 266376.9202 |
|---|---|
| Minimum | 1 |
| Maximum | 18912864 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 305 |
| median | 4685 |
| Q3 | 28050 |
| 95-th percentile | 297469.4 |
| Maximum | 18912864 |
| Range | 18912863 |
| Interquartile range (IQR) | 27745 |
Descriptive statistics
| Standard deviation | 1892396.063 |
|---|---|
| Coefficient of variation (CV) | 7.104204303 |
| Kurtosis | 89.16795653 |
| Mean | 266376.9202 |
| Median Absolute Deviation (MAD) | 4661 |
| Skewness | 9.322046847 |
| Sum | 56738284 |
| Variance | 3.581162858 × 1012 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6 | 2.8% |
| 33 | 3 | 1.4% |
| 12 | 2 | 0.9% |
| 43 | 2 | 0.9% |
| 2 | 2 | 0.9% |
| 18912864 | 2 | 0.9% |
| 1938 | 2 | 0.9% |
| 10 | 2 | 0.9% |
| 88698 | 1 | 0.5% |
| 17058 | 1 | 0.5% |
| Other values (190) | 190 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 2 | 0.9% |
| 3 | 1 | 0.5% |
| 6 | 1 | 0.5% |
| 10 | 2 | 0.9% |
| 12 | 2 | 0.9% |
| 13 | 1 | 0.5% |
| 20 | 1 | 0.5% |
| 24 | 1 | 0.5% |
| 29 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 18912864 | 2 | |
| 6858154 | 1 | |
| 2814544 | 1 | |
| 1140693 | 1 | |
| 1031943 | 1 | |
| 517967 | 1 | |
| 461208 | 1 | |
| 449113 | 1 | |
| 410420 | 1 | |
| 322064 | 1 |
| Distinct | 107 |
|---|---|
| Distinct (%) | 50.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1555.910798 |
|---|---|
| Minimum | -1 |
| Maximum | 110492 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 18 |
| Q3 | 238 |
| 95-th percentile | 4809.2 |
| Maximum | 110492 |
| Range | 110493 |
| Interquartile range (IQR) | 239 |
Descriptive statistics
| Standard deviation | 10732.05518 |
|---|---|
| Coefficient of variation (CV) | 6.897603124 |
| Kurtosis | 99.98623872 |
| Mean | 1555.910798 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 9.964081067 |
| Sum | 331409 |
| Variance | 115177008.4 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 63 | |
| 1 | 10 | 4.7% |
| 24 | 5 | 2.3% |
| 4 | 5 | 2.3% |
| 5 | 4 | 1.9% |
| 23 | 4 | 1.9% |
| 2 | 4 | 1.9% |
| 14 | 3 | 1.4% |
| 3 | 3 | 1.4% |
| 7 | 3 | 1.4% |
| Other values (97) | 109 |
| Value | Count | Frequency (%) |
| -1 | 63 | |
| 1 | 10 | 4.7% |
| 2 | 4 | 1.9% |
| 3 | 3 | 1.4% |
| 4 | 5 | 2.3% |
| 5 | 4 | 1.9% |
| 6 | 2 | 0.9% |
| 7 | 3 | 1.4% |
| 8 | 2 | 0.9% |
| 9 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 110492 | 2 | |
| 9913 | 1 | |
| 8944 | 1 | |
| 8318 | 1 | |
| 5978 | 1 | |
| 5645 | 1 | |
| 5206 | 1 | |
| 5049 | 1 | |
| 4942 | 1 | |
| 4826 | 1 |
Total Cases/1M
Real number (ℝ≥0)
| Distinct | 212 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31622.09437 |
|---|---|
| Minimum | 8 |
| Maximum | 168808 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 253.6 |
| Q1 | 2179 |
| median | 17687 |
| Q3 | 55980 |
| 95-th percentile | 94163.8 |
| Maximum | 168808 |
| Range | 168800 |
| Interquartile range (IQR) | 53801 |
Descriptive statistics
| Standard deviation | 35248.45058 |
|---|---|
| Coefficient of variation (CV) | 1.114677927 |
| Kurtosis | 1.456697812 |
| Mean | 31622.09437 |
| Median Absolute Deviation (MAD) | 16755 |
| Skewness | 1.284098878 |
| Sum | 6735506.1 |
| Variance | 1242453268 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 2 | 0.9% |
| 67302 | 1 | 0.5% |
| 783 | 1 | 0.5% |
| 65619 | 1 | 0.5% |
| 150988 | 1 | 0.5% |
| 1005 | 1 | 0.5% |
| 947 | 1 | 0.5% |
| 1417 | 1 | 0.5% |
| 4328 | 1 | 0.5% |
| 74257 | 1 | 0.5% |
| Other values (202) | 202 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 29 | 2 | |
| 44 | 1 | |
| 46 | 1 | |
| 75 | 1 | |
| 101 | 1 | |
| 202 | 1 | |
| 208 | 1 |
| Value | Count | Frequency (%) |
| 168808 | 1 | |
| 153885 | 1 | |
| 150988 | 1 | |
| 148725 | 1 | |
| 127156 | 1 | |
| 114001 | 1 | |
| 104557 | 1 | |
| 98699 | 1 | |
| 98360 | 1 | |
| 97959 | 1 |
Deaths/1M
Real number (ℝ)
| Distinct | 173 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 521.5488263 |
|---|---|
| Minimum | -1 |
| Maximum | 2791 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0.36 |
| Q1 | 28 |
| median | 196 |
| Q3 | 820 |
| 95-th percentile | 1994.6 |
| Maximum | 2791 |
| Range | 2792 |
| Interquartile range (IQR) | 792 |
Descriptive statistics
| Standard deviation | 672.015967 |
|---|---|
| Coefficient of variation (CV) | 1.288500584 |
| Kurtosis | 1.631213029 |
| Mean | 521.5488263 |
| Median Absolute Deviation (MAD) | 189 |
| Skewness | 1.533219862 |
| Sum | 111089.9 |
| Variance | 451605.46 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 10 | 4.7% |
| 10 | 6 | 2.8% |
| 2 | 4 | 1.9% |
| 157 | 3 | 1.4% |
| 8 | 3 | 1.4% |
| 30 | 3 | 1.4% |
| 7 | 3 | 1.4% |
| 25 | 3 | 1.4% |
| 33 | 2 | 0.9% |
| 1354 | 2 | 0.9% |
| Other values (163) | 174 |
| Value | Count | Frequency (%) |
| -1 | 10 | |
| 0.3 | 1 | 0.5% |
| 0.4 | 1 | 0.5% |
| 0.5 | 2 | 0.9% |
| 1 | 1 | 0.5% |
| 2 | 4 | 1.9% |
| 3 | 1 | 0.5% |
| 4 | 1 | 0.5% |
| 5 | 2 | 0.9% |
| 7 | 3 | 1.4% |
| Value | Count | Frequency (%) |
| 2791 | 1 | |
| 2762 | 1 | |
| 2702 | 1 | |
| 2618 | 1 | |
| 2513 | 1 | |
| 2332 | 1 | |
| 2304 | 1 | |
| 2245 | 1 | |
| 2105 | 1 | |
| 2063 | 1 |
Total Tests
Real number (ℝ)
| Distinct | 206 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9253218.493 |
|---|---|
| Minimum | -1 |
| Maximum | 439668878 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 6448.4 |
| Q1 | 109233 |
| median | 858830 |
| Q3 | 4385992 |
| 95-th percentile | 38414040.8 |
| Maximum | 439668878 |
| Range | 439668879 |
| Interquartile range (IQR) | 4276759 |
Descriptive statistics
| Standard deviation | 38762965.63 |
|---|---|
| Coefficient of variation (CV) | 4.18913329 |
| Kurtosis | 83.26391531 |
| Mean | 9253218.493 |
| Median Absolute Deviation (MAD) | 831242 |
| Skewness | 8.516869959 |
| Sum | 1970935539 |
| Variance | 1.502567504 × 1015 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 8 | 3.8% |
| 963225 | 1 | 0.5% |
| 35279024 | 1 | 0.5% |
| 233647 | 1 | 0.5% |
| 5280600 | 1 | 0.5% |
| 8110760 | 1 | 0.5% |
| 1222310 | 1 | 0.5% |
| 968355 | 1 | 0.5% |
| 12274847 | 1 | 0.5% |
| 150088350 | 1 | 0.5% |
| Other values (196) | 196 |
| Value | Count | Frequency (%) |
| -1 | 8 | |
| 4418 | 1 | 0.5% |
| 4500 | 1 | 0.5% |
| 5318 | 1 | 0.5% |
| 7202 | 1 | 0.5% |
| 10025 | 1 | 0.5% |
| 12359 | 1 | 0.5% |
| 12597 | 1 | 0.5% |
| 14532 | 1 | 0.5% |
| 16493 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 439668878 | 1 | |
| 277918810 | 1 | |
| 150088350 | 1 | |
| 127800000 | 1 | |
| 74505035 | 1 | |
| 57126017 | 1 | |
| 54061332 | 1 | |
| 45884258 | 1 | |
| 44374223 | 1 | |
| 43538104 | 1 |
Tests/1M
Real number (ℝ)
| Distinct | 206 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 589897.3521 |
|---|---|
| Minimum | -1 |
| Maximum | 6844699 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4676.4 |
| Q1 | 46234 |
| median | 217553 |
| Q3 | 683342 |
| 95-th percentile | 2377401 |
| Maximum | 6844699 |
| Range | 6844700 |
| Interquartile range (IQR) | 637108 |
Descriptive statistics
| Standard deviation | 997252.144 |
|---|---|
| Coefficient of variation (CV) | 1.690551993 |
| Kurtosis | 14.45466354 |
| Mean | 589897.3521 |
| Median Absolute Deviation (MAD) | 206377 |
| Skewness | 3.450399117 |
| Sum | 125648136 |
| Variance | 9.945118388 × 1011 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 8 | 3.8% |
| 46234 | 1 | 0.5% |
| 595635 | 1 | 0.5% |
| 772273 | 1 | 0.5% |
| 312276 | 1 | 0.5% |
| 1528494 | 1 | 0.5% |
| 5803 | 1 | 0.5% |
| 25766 | 1 | 0.5% |
| 2664613 | 1 | 0.5% |
| 1139364 | 1 | 0.5% |
| Other values (196) | 196 |
| Value | Count | Frequency (%) |
| -1 | 8 | |
| 755 | 1 | 0.5% |
| 1607 | 1 | 0.5% |
| 3909 | 1 | 0.5% |
| 5188 | 1 | 0.5% |
| 5214 | 1 | 0.5% |
| 5218 | 1 | 0.5% |
| 5803 | 1 | 0.5% |
| 6248 | 1 | 0.5% |
| 6423 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 6844699 | 1 | |
| 6073272 | 1 | |
| 5117862 | 1 | |
| 4316867 | 1 | |
| 4109238 | 1 | |
| 3852929 | 1 | |
| 3763098 | 1 | |
| 3391594 | 1 | |
| 2664613 | 1 | |
| 2594096 | 1 |
Population
Real number (ℝ)
| Distinct | 212 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29912676.84 |
|---|---|
| Minimum | -1 |
| Maximum | 1391086597 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 33866.6 |
| Q1 | 778545 |
| median | 6688883 |
| Q3 | 24914928 |
| 95-th percentile | 113372996.8 |
| Maximum | 1391086597 |
| Range | 1391086598 |
| Interquartile range (IQR) | 24136383 |
Descriptive statistics
| Standard deviation | 104383457.2 |
|---|---|
| Coefficient of variation (CV) | 3.489606023 |
| Kurtosis | 137.9470394 |
| Mean | 29912676.84 |
| Median Absolute Deviation (MAD) | 6466411 |
| Skewness | 10.84448423 |
| Sum | 6371400166 |
| Variance | 1.089590614 × 1016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 2 | 0.9% |
| 166029511 | 1 | 0.5% |
| 33694401 | 1 | 0.5% |
| 37267647 | 1 | 0.5% |
| 30396 | 1 | 0.5% |
| 1749412 | 1 | 0.5% |
| 110770872 | 1 | 0.5% |
| 6947507 | 1 | 0.5% |
| 65391794 | 1 | 0.5% |
| 9902 | 1 | 0.5% |
| Other values (202) | 202 |
| Value | Count | Frequency (%) |
| -1 | 2 | |
| 803 | 1 | |
| 3562 | 1 | |
| 5771 | 1 | |
| 9902 | 1 | |
| 11077 | 1 | |
| 15112 | 1 | |
| 26422 | 1 | |
| 30396 | 1 | |
| 33683 | 1 |
| Value | Count | Frequency (%) |
| 1391086597 | 1 | |
| 332590277 | 1 | |
| 275885475 | 1 | |
| 224383023 | 1 | |
| 213794778 | 1 | |
| 210288757 | 1 | |
| 166029511 | 1 | |
| 145985737 | 1 | |
| 130038953 | 1 | |
| 126158866 | 1 |
Continent
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.6 KiB |
| Africa | |
|---|---|
| Europe | |
| Asia | |
| North America | |
| South America | |
| Other values (2) |
Length
| Max length | 17 |
|---|---|
| Median length | 6 |
| Mean length | 7.638497653 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1627 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | North America |
| 3rd row | Asia |
| 4th row | South America |
| 5th row | Europe |
| Value | Count | Frequency (%) |
| Africa | 57 | |
| Europe | 48 | |
| Asia | 47 | |
| North America | 36 | |
| South America | 14 | 6.6% |
| Australia/Oceania | 9 | 4.2% |
| All | 2 | 0.9% |
| Value | Count | Frequency (%) |
| africa | 57 | |
| america | 50 | |
| europe | 48 | |
| asia | 47 | |
| north | 36 | |
| south | 14 | 5.3% |
| australia/oceania | 9 | 3.4% |
| all | 2 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 200 | |
| a | 190 | |
| i | 172 | |
| A | 165 | |
| c | 116 | 7.1% |
| e | 107 | 6.6% |
| o | 98 | 6.0% |
| u | 71 | 4.4% |
| t | 59 | 3.6% |
| f | 57 | 3.5% |
| Other values (12) | 392 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1296 | |
| Uppercase Letter | 272 | 16.7% |
| Space Separator | 50 | 3.1% |
| Other Punctuation | 9 | 0.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 200 | |
| a | 190 | |
| i | 172 | |
| c | 116 | |
| e | 107 | |
| o | 98 | |
| u | 71 | 5.5% |
| t | 59 | 4.6% |
| f | 57 | 4.4% |
| s | 56 | 4.3% |
| Other values (5) | 170 |
| Value | Count | Frequency (%) |
| A | 165 | |
| E | 48 | 17.6% |
| N | 36 | 13.2% |
| S | 14 | 5.1% |
| O | 9 | 3.3% |
| Value | Count | Frequency (%) |
| 50 |
| Value | Count | Frequency (%) |
| / | 9 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1568 | |
| Common | 59 | 3.6% |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 200 | |
| a | 190 | |
| i | 172 | |
| A | 165 | |
| c | 116 | 7.4% |
| e | 107 | 6.8% |
| o | 98 | 6.2% |
| u | 71 | 4.5% |
| t | 59 | 3.8% |
| f | 57 | 3.6% |
| Other values (10) | 333 |
| Value | Count | Frequency (%) |
| 50 | ||
| / | 9 | 15.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1627 |
Most frequent character per block
| Value | Count | Frequency (%) |
| r | 200 | |
| a | 190 | |
| i | 172 | |
| A | 165 | |
| c | 116 | 7.1% |
| e | 107 | 6.6% |
| o | 98 | 6.0% |
| u | 71 | 4.4% |
| t | 59 | 3.6% |
| f | 57 | 3.5% |
| Other values (12) | 392 |
Percentage Increase in Cases
Real number (ℝ)
| Distinct | 212 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3119739402 |
|---|---|
| Minimum | -33.33333333 |
| Maximum | 23.52941176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -33.33333333 |
|---|---|
| 5-th percentile | -0.475243863 |
| Q1 | -0.0001065708382 |
| median | 0.2271283996 |
| Q3 | 0.5036839237 |
| 95-th percentile | 1.503103045 |
| Maximum | 23.52941176 |
| Range | 56.8627451 |
| Interquartile range (IQR) | 0.5037904946 |
Descriptive statistics
| Standard deviation | 3.330447 |
|---|---|
| Coefficient of variation (CV) | 10.67540128 |
| Kurtosis | 64.83943218 |
| Mean | 0.3119739402 |
| Median Absolute Deviation (MAD) | 0.2297422318 |
| Skewness | -2.511289499 |
| Sum | 66.45044926 |
| Variance | 11.09187722 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5036839237 | 2 | 0.9% |
| -0.08291873964 | 1 | 0.5% |
| 0.4568706314 | 1 | 0.5% |
| 4.691618345 | 1 | 0.5% |
| 0.5750143647 | 1 | 0.5% |
| 0.5320013165 | 1 | 0.5% |
| -0.00151519743 | 1 | 0.5% |
| 0.404715439 | 1 | 0.5% |
| 0.5184225143 | 1 | 0.5% |
| -0.4484304933 | 1 | 0.5% |
| Other values (202) | 202 |
| Value | Count | Frequency (%) |
| -33.33333333 | 1 | |
| -10 | 1 | |
| -5 | 1 | |
| -4 | 1 | |
| -3.703703704 | 1 | |
| -2.040816327 | 1 | |
| -1.587301587 | 1 | |
| -0.8064516129 | 1 | |
| -0.6289308176 | 1 | |
| -0.5780346821 | 1 |
| Value | Count | Frequency (%) |
| 23.52941176 | 1 | |
| 19.44444444 | 1 | |
| 6.175438596 | 1 | |
| 4.691618345 | 1 | |
| 4.395961053 | 1 | |
| 4.395604396 | 1 | |
| 4.1465735 | 1 | |
| 2.048566129 | 1 | |
| 1.953286482 | 1 | |
| 1.873781883 | 1 |
Percentage Increase in Death
Real number (ℝ)
| Distinct | 187 |
|---|---|
| Distinct (%) | 87.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6753253852 |
|---|---|
| Minimum | -100 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -18 |
| Q1 | -0.7092198582 |
| median | 0.1045276998 |
| Q3 | 0.5632216277 |
| 95-th percentile | 6.21978022 |
| Maximum | 100 |
| Range | 200 |
| Interquartile range (IQR) | 1.272441486 |
Descriptive statistics
| Standard deviation | 28.20249797 |
|---|---|
| Coefficient of variation (CV) | 41.76134734 |
| Kurtosis | 9.274029719 |
| Mean | 0.6753253852 |
| Median Absolute Deviation (MAD) | 0.5589360384 |
| Skewness | 0.704310305 |
| Sum | 143.844307 |
| Variance | 795.380892 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 10 | 4.7% |
| -100 | 6 | 2.8% |
| -8.333333333 | 2 | 0.9% |
| -2.857142857 | 2 | 0.9% |
| -0.7092198582 | 2 | 0.9% |
| -1.176470588 | 2 | 0.9% |
| -1.020408163 | 2 | 0.9% |
| -3.448275862 | 2 | 0.9% |
| -0.5917159763 | 2 | 0.9% |
| -50 | 2 | 0.9% |
| Other values (177) | 181 |
| Value | Count | Frequency (%) |
| -100 | 6 | |
| -50 | 2 | 0.9% |
| -33.33333333 | 2 | 0.9% |
| -20 | 1 | 0.5% |
| -16.66666667 | 1 | 0.5% |
| -10 | 2 | 0.9% |
| -8.333333333 | 2 | 0.9% |
| -6.666666667 | 1 | 0.5% |
| -6.25 | 1 | 0.5% |
| -5.882352941 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 100 | 10 | |
| 7.857142857 | 1 | 0.5% |
| 5.128205128 | 1 | 0.5% |
| 4.054054054 | 1 | 0.5% |
| 3.125 | 1 | 0.5% |
| 2.941176471 | 1 | 0.5% |
| 2.336448598 | 1 | 0.5% |
| 1.84866724 | 1 | 0.5% |
| 1.77035913 | 1 | 0.5% |
| 1.76056338 | 1 | 0.5% |
Percentage Increase in Recovered
Real number (ℝ)
| Distinct | 211 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03298882844 |
|---|---|
| Minimum | -50 |
| Maximum | 5.588235294 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -50 |
|---|---|
| 5-th percentile | -1.568238213 |
| Q1 | -0.009756097561 |
| median | 0.1848006249 |
| Q3 | 0.5565654105 |
| 95-th percentile | 1.687218904 |
| Maximum | 5.588235294 |
| Range | 55.58823529 |
| Interquartile range (IQR) | 0.5663215081 |
Descriptive statistics
| Standard deviation | 3.724675586 |
|---|---|
| Coefficient of variation (CV) | -112.9071799 |
| Kurtosis | 154.8583089 |
| Mean | -0.03298882844 |
| Median Absolute Deviation (MAD) | 0.2277928863 |
| Skewness | -11.68589196 |
| Sum | -7.026620459 |
| Variance | 13.87320822 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.5464480874 | 2 | 0.9% |
| 0.5503353419 | 2 | 0.9% |
| -0.00160815657 | 1 | 0.5% |
| -0.002173913043 | 1 | 0.5% |
| 0.1183706029 | 1 | 0.5% |
| -0.02390628735 | 1 | 0.5% |
| 0.0549565843 | 1 | 0.5% |
| 0.003789888577 | 1 | 0.5% |
| -0.001552674482 | 1 | 0.5% |
| 0.8932514444 | 1 | 0.5% |
| Other values (201) | 201 |
| Value | Count | Frequency (%) |
| -50 | 1 | |
| -12.5 | 1 | |
| -6.666666667 | 1 | |
| -5.555555556 | 1 | |
| -4.166666667 | 1 | |
| -3.448275862 | 1 | |
| -2.272727273 | 1 | |
| -2.083333333 | 1 | |
| -2.040816327 | 1 | |
| -1.724137931 | 1 |
| Value | Count | Frequency (%) |
| 5.588235294 | 1 | |
| 4.271895085 | 1 | |
| 3.91198044 | 1 | |
| 2.961275626 | 1 | |
| 2.842767375 | 1 | |
| 2.842329414 | 1 | |
| 2.356637863 | 1 | |
| 2.264560617 | 1 | |
| 2.203590686 | 1 | |
| 1.82537268 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Country | Total Cases | New Cases | Total Deaths | New Deaths | Total Recovered | New Recovered | Active Cases | Serious/Critical | Total Cases/1M | Deaths/1M | Total Tests | Tests/1M | Population | Continent | Percentage Increase in Cases | Percentage Increase in Death | Percentage Increase in Recovered | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | World | 147797848 | 744434.0 | 3122572 | 10005.0 | 125762412 | 692115.0 | 18912864 | 110492 | 18961.0 | 400.6 | -1 | -1 | -1 | All | 0.503684 | 0.320409 | 0.550335 |
| 1 | USA | 32826182 | 42097.0 | 586157 | 273.0 | 25381871 | 40878.0 | 6858154 | 9913 | 98699.0 | 1762.0 | 439668878 | 1321953 | 332590277 | North America | 0.128242 | 0.046575 | 0.161052 |
| 2 | India | 17306300 | 354531.0 | 195116 | 2806.0 | 14296640 | 218559.0 | 2814544 | 8944 | 12441.0 | 140.0 | 277918810 | 199785 | 1391086597 | Asia | 2.048566 | 1.438119 | 1.528744 |
| 3 | Brazil | 14340787 | 32572.0 | 390925 | 1316.0 | 12809169 | 42397.0 | 1140693 | 8318 | 67077.0 | 1829.0 | 43538104 | 203644 | 213794778 | South America | 0.227128 | 0.336637 | 0.330989 |
| 4 | France | 5498044 | 24465.0 | 102858 | 145.0 | 4363243 | 41652.0 | 1031943 | 5978 | 84079.0 | 1573.0 | 74505035 | 1139364 | 65391794 | Europe | 0.444976 | 0.140971 | 0.954611 |
| 5 | Russia | 4762569 | 8780.0 | 108232 | 332.0 | 4388008 | 7540.0 | 266329 | 2300 | 32624.0 | 741.0 | 127800000 | 875428 | 145985737 | Europe | 0.184354 | 0.306748 | 0.171832 |
| 6 | Turkey | 4629969 | 38553.0 | 38358 | 347.0 | 4073644 | 51236.0 | 517967 | 3590 | 54419.0 | 451.0 | 45884258 | 539307 | 85080099 | Asia | 0.832684 | 0.904635 | 1.257744 |
| 7 | UK | 4404882 | 1712.0 | 127428 | 11.0 | 4193828 | 4674.0 | 83626 | 243 | 64609.0 | 1869.0 | 150088350 | 2201427 | 68177756 | Europe | 0.038866 | 0.008632 | 0.111449 |
| 8 | Italy | 3962670 | 13154.0 | 119238 | 217.0 | 3382224 | 13176.0 | 461208 | 2862 | 65619.0 | 1975.0 | 57126017 | 945968 | 60388934 | Europe | 0.331948 | 0.181989 | 0.389566 |
| 9 | Spain | 3481969 | 7949.0 | 77689 | 49.0 | 3177635 | 7537.0 | 226645 | 2297 | 74449.0 | 1661.0 | 44374223 | 948783 | 46769617 | Europe | 0.228290 | 0.063072 | 0.237189 |
Last rows
| Country | Total Cases | New Cases | Total Deaths | New Deaths | Total Recovered | New Recovered | Active Cases | Serious/Critical | Total Cases/1M | Deaths/1M | Total Tests | Tests/1M | Population | Continent | Percentage Increase in Cases | Percentage Increase in Death | Percentage Increase in Recovered | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 203 | Fiji | 91 | 4.0 | 2 | -1.0 | 65 | -1.0 | 24 | -1 | 101.0 | 2.0 | 47430 | 52597 | 901756 | Australia/Oceania | 4.395604 | -50.000000 | -1.538462 |
| 204 | Anguilla | 72 | 14.0 | -1 | -1.0 | 29 | -1.0 | 43 | -1 | 4764.0 | -1.0 | 17376 | 1149815 | 15112 | North America | 19.444444 | 100.000000 | -3.448276 |
| 205 | Falkland Islands | 63 | -1.0 | -1 | -1.0 | 62 | -1.0 | 1 | -1 | 17687.0 | -1.0 | 7202 | 2021898 | 3562 | South America | -1.587302 | 100.000000 | -1.612903 |
| 206 | Macao | 49 | -1.0 | -1 | -1.0 | 48 | -1.0 | 1 | -1 | 75.0 | -1.0 | 4418 | 6729 | 656555 | Asia | -2.040816 | 100.000000 | -2.083333 |
| 207 | Vatican City | 27 | -1.0 | -1 | -1.0 | 15 | -1.0 | 12 | -1 | 33624.0 | -1.0 | -1 | -1 | 803 | Europe | -3.703704 | 100.000000 | -6.666667 |
| 208 | Saint Pierre Miquelon | 25 | -1.0 | -1 | -1.0 | 24 | -1.0 | 1 | -1 | 4332.0 | -1.0 | 5318 | 921504 | 5771 | North America | -4.000000 | 100.000000 | -4.166667 |
| 209 | Solomon Islands | 20 | -1.0 | -1 | -1.0 | 18 | -1.0 | 2 | -1 | 29.0 | -1.0 | 4500 | 6423 | 700565 | Australia/Oceania | -5.000000 | 100.000000 | -5.555556 |
| 210 | Western Sahara | 10 | -1.0 | 1 | -1.0 | 8 | -1.0 | 1 | -1 | 16.0 | 2.0 | -1 | -1 | 609267 | Africa | -10.000000 | -100.000000 | -12.500000 |
| 211 | Samoa | 3 | -1.0 | -1 | -1.0 | 2 | -1.0 | 1 | -1 | 15.0 | -1.0 | -1 | -1 | 199492 | Australia/Oceania | -33.333333 | 100.000000 | -50.000000 |
| 212 | Total: | 147797848 | 744434.0 | 3122572 | 10005.0 | 125762412 | 692115.0 | 18912864 | 110492 | 18961.1 | 400.6 | -1 | -1 | -1 | All | 0.503684 | 0.320409 | 0.550335 |